{"id":"W7055578487","doi":"","title":"The Critical Need for International Collaboration between Academic Advising Practitioners","year":2024,"lang":"en","type":"other","venue":"University Library (University of Saskatchewan)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Continuing professional development; Professional development; Professional association; Academic advising; Feature (linguistics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04880811,0.0003186672,0.0005354903,0.002367805,0.01938523,0.022584,0.002761268,0.008265232,0.0234171],"category_scores_gemma":[0.07212264,0.0006403429,0.0004337092,0.002489479,0.009438794,0.0172014,0.02341828,0.01241258,0.003854164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007402454,"about_ca_system_score_gemma":0.04676089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004366879,"about_ca_topic_score_gemma":0.008137234,"domain_scores_codex":[0.9449338,0.03587518,0.002268241,0.003302065,0.007281992,0.006338735],"domain_scores_gemma":[0.8053452,0.07362272,0.01241913,0.00665562,0.02241349,0.07954372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001385727,0.0003132971,0.01171745,0.001442254,0.00004645553,0.001936926,0.1940691,0.0004800466,0.001002117,0.2660064,0.1856106,0.3372368],"study_design_scores_gemma":[0.00003635614,0.00009604849,0.003614205,0.001837995,0.00001284203,0.001305089,0.2262901,0.00027485,0.000192578,0.06860668,0.6976677,0.00006561241],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05030553,0.01787011,0.01313232,0.7066579,0.005978864,0.0002028923,0.00007964147,0.0002603046,0.2055125],"genre_scores_gemma":[0.805952,0.01774814,0.02861831,0.09464207,0.004834152,0.0005921916,0.000218991,0.0002293934,0.04716489],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04880811,"threshold_uncertainty_score":0.2581251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009746982499179525,"score_gpt":0.2434904363501851,"score_spread":0.2337434538510055,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}